A fine-tuned open model now matches frontier performance in mining error signals from production traces. LangChain and Fireworks reduced the cost of this evaluation process by 100x. This efficiency allows developers to monitor high-volume agentic workflows without prohibitive API bills. It turns expensive quality assurance into a sustainable production habit.